Overview
Brought to you by YData
Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 173 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 18.9 KiB |
| Average record size in memory | 112.0 B |
Variable types
| Numeric | 13 |
|---|
Alcohol is highly overall correlated with Color_Intensity and 1 other fields | High correlation |
Color_Intensity is highly overall correlated with Alcohol | High correlation |
Flavanoids is highly overall correlated with Hue and 4 other fields | High correlation |
Hue is highly overall correlated with Flavanoids and 1 other fields | High correlation |
Magnesium is highly overall correlated with Proline | High correlation |
Malic_Acid is highly overall correlated with Hue | High correlation |
Nonflavanoid_Phenols is highly overall correlated with Flavanoids | High correlation |
OD280 is highly overall correlated with Flavanoids and 2 other fields | High correlation |
Proanthocyanins is highly overall correlated with Flavanoids and 2 other fields | High correlation |
Proline is highly overall correlated with Alcohol and 1 other fields | High correlation |
Total_Phenols is highly overall correlated with Flavanoids and 2 other fields | High correlation |
Reproduction
| Analysis started | 2025-05-23 14:59:12.454237 |
|---|---|
| Analysis finished | 2025-05-23 14:59:33.743227 |
| Duration | 21.29 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Alcohol
Real number (ℝ)
High correlation
| Distinct | 124 |
|---|---|
| Distinct (%) | 71.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.989769 |
| Minimum | 11.03 |
|---|---|
| Maximum | 14.83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 11.03 |
|---|---|
| 5-th percentile | 11.656 |
| Q1 | 12.34 |
| median | 13.05 |
| Q3 | 13.67 |
| 95-th percentile | 14.224 |
| Maximum | 14.83 |
| Range | 3.8 |
| Interquartile range (IQR) | 1.33 |
Descriptive statistics
| Standard deviation | 0.81350373 |
|---|---|
| Coefficient of variation (CV) | 0.062626498 |
| Kurtosis | -0.84731589 |
| Mean | 12.989769 |
| Median Absolute Deviation (MAD) | 0.68 |
| Skewness | -0.03586676 |
| Sum | 2247.23 |
| Variance | 0.66178832 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13.05 | 6 | 3.5% |
| 12.37 | 5 | 2.9% |
| 12.08 | 5 | 2.9% |
| 12.29 | 4 | 2.3% |
| 12.42 | 3 | 1.7% |
| 12.25 | 3 | 1.7% |
| 12 | 3 | 1.7% |
| 13.5 | 2 | 1.2% |
| 13.86 | 2 | 1.2% |
| 13.71 | 2 | 1.2% |
| Other values (114) | 138 |
| Value | Count | Frequency (%) |
| 11.03 | 1 | |
| 11.41 | 1 | |
| 11.45 | 1 | |
| 11.46 | 1 | |
| 11.56 | 1 | |
| 11.61 | 1 | |
| 11.62 | 1 | |
| 11.64 | 1 | |
| 11.65 | 1 | |
| 11.66 | 1 |
| Value | Count | Frequency (%) |
| 14.83 | 1 | |
| 14.75 | 1 | |
| 14.39 | 1 | |
| 14.38 | 2 | |
| 14.37 | 1 | |
| 14.34 | 1 | |
| 14.3 | 1 | |
| 14.23 | 1 | |
| 14.22 | 2 | |
| 14.2 | 1 |
Malic_Acid
Real number (ℝ)
High correlation
| Distinct | 129 |
|---|---|
| Distinct (%) | 74.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3309249 |
| Minimum | 0.74 |
|---|---|
| Maximum | 5.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0.74 |
|---|---|
| 5-th percentile | 1.046 |
| Q1 | 1.61 |
| median | 1.86 |
| Q3 | 3.03 |
| 95-th percentile | 4.498 |
| Maximum | 5.8 |
| Range | 5.06 |
| Interquartile range (IQR) | 1.42 |
Descriptive statistics
| Standard deviation | 1.118356 |
|---|---|
| Coefficient of variation (CV) | 0.47979066 |
| Kurtosis | 0.36170118 |
| Mean | 2.3309249 |
| Median Absolute Deviation (MAD) | 0.51 |
| Skewness | 1.0674935 |
| Sum | 403.25 |
| Variance | 1.2507201 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.73 | 7 | 4.0% |
| 1.67 | 4 | 2.3% |
| 1.81 | 4 | 2.3% |
| 1.51 | 3 | 1.7% |
| 1.35 | 3 | 1.7% |
| 1.68 | 3 | 1.7% |
| 1.53 | 3 | 1.7% |
| 1.61 | 3 | 1.7% |
| 1.9 | 3 | 1.7% |
| 1.71 | 2 | 1.2% |
| Other values (119) | 138 |
| Value | Count | Frequency (%) |
| 0.74 | 1 | |
| 0.89 | 1 | |
| 0.9 | 1 | |
| 0.92 | 1 | |
| 0.94 | 2 | |
| 0.98 | 1 | |
| 0.99 | 1 | |
| 1.01 | 1 | |
| 1.07 | 1 | |
| 1.09 | 1 |
| Value | Count | Frequency (%) |
| 5.8 | 1 | |
| 5.65 | 1 | |
| 5.51 | 1 | |
| 5.19 | 1 | |
| 5.04 | 1 | |
| 4.95 | 1 | |
| 4.72 | 1 | |
| 4.61 | 1 | |
| 4.6 | 1 | |
| 4.43 | 1 |
Ash
Real number (ℝ)
| Distinct | 78 |
|---|---|
| Distinct (%) | 45.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3636994 |
| Minimum | 1.36 |
|---|---|
| Maximum | 3.23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 1.36 |
|---|---|
| 5-th percentile | 1.92 |
| Q1 | 2.21 |
| median | 2.36 |
| Q3 | 2.54 |
| 95-th percentile | 2.744 |
| Maximum | 3.23 |
| Range | 1.87 |
| Interquartile range (IQR) | 0.33 |
Descriptive statistics
| Standard deviation | 0.27339205 |
|---|---|
| Coefficient of variation (CV) | 0.11566278 |
| Kurtosis | 1.2511441 |
| Mean | 2.3636994 |
| Median Absolute Deviation (MAD) | 0.16 |
| Skewness | -0.15044751 |
| Sum | 408.92 |
| Variance | 0.074743211 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.3 | 7 | 4.0% |
| 2.28 | 7 | 4.0% |
| 2.36 | 6 | 3.5% |
| 2.32 | 6 | 3.5% |
| 2.38 | 5 | 2.9% |
| 2.48 | 5 | 2.9% |
| 2.2 | 5 | 2.9% |
| 2.4 | 4 | 2.3% |
| 2.1 | 4 | 2.3% |
| 2.62 | 4 | 2.3% |
| Other values (68) | 120 |
| Value | Count | Frequency (%) |
| 1.36 | 1 | |
| 1.7 | 2 | |
| 1.71 | 1 | |
| 1.75 | 1 | |
| 1.82 | 1 | |
| 1.88 | 1 | |
| 1.9 | 1 | |
| 1.92 | 2 | |
| 1.94 | 1 | |
| 1.95 | 1 |
| Value | Count | Frequency (%) |
| 3.23 | 1 | |
| 3.22 | 1 | |
| 2.92 | 1 | |
| 2.87 | 1 | |
| 2.86 | 1 | |
| 2.84 | 1 | |
| 2.8 | 1 | |
| 2.78 | 1 | |
| 2.75 | 1 | |
| 2.74 | 2 |
Ash_Alcanity
Real number (ℝ)
| Distinct | 61 |
|---|---|
| Distinct (%) | 35.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.496532 |
| Minimum | 10.6 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 10.6 |
|---|---|
| 5-th percentile | 14.72 |
| Q1 | 17.2 |
| median | 19.5 |
| Q3 | 21.5 |
| 95-th percentile | 25 |
| Maximum | 30 |
| Range | 19.4 |
| Interquartile range (IQR) | 4.3 |
Descriptive statistics
| Standard deviation | 3.3618222 |
|---|---|
| Coefficient of variation (CV) | 0.17243181 |
| Kurtosis | 0.47674389 |
| Mean | 19.496532 |
| Median Absolute Deviation (MAD) | 2.1 |
| Skewness | 0.2211198 |
| Sum | 3372.9 |
| Variance | 11.301848 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20 | 15 | 8.7% |
| 16 | 11 | 6.4% |
| 18 | 10 | 5.8% |
| 21 | 10 | 5.8% |
| 19 | 9 | 5.2% |
| 21.5 | 8 | 4.6% |
| 19.5 | 7 | 4.0% |
| 22 | 7 | 4.0% |
| 18.5 | 7 | 4.0% |
| 22.5 | 6 | 3.5% |
| Other values (51) | 83 |
| Value | Count | Frequency (%) |
| 10.6 | 1 | |
| 11.2 | 1 | |
| 11.4 | 1 | |
| 12 | 1 | |
| 12.4 | 1 | |
| 13.2 | 1 | |
| 14 | 2 | |
| 14.6 | 1 | |
| 14.8 | 1 | |
| 15 | 2 |
| Value | Count | Frequency (%) |
| 30 | 1 | 0.6% |
| 28.5 | 2 | 1.2% |
| 27 | 1 | 0.6% |
| 26.5 | 1 | 0.6% |
| 26 | 1 | 0.6% |
| 25.5 | 1 | 0.6% |
| 25 | 5 | |
| 24.5 | 3 | |
| 24 | 5 | |
| 23.6 | 1 | 0.6% |
Magnesium
Real number (ℝ)
High correlation
| Distinct | 53 |
|---|---|
| Distinct (%) | 30.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.722543 |
| Minimum | 70 |
|---|---|
| Maximum | 162 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 70 |
|---|---|
| 5-th percentile | 81.6 |
| Q1 | 88 |
| median | 98 |
| Q3 | 107 |
| 95-th percentile | 124.8 |
| Maximum | 162 |
| Range | 92 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 14.311055 |
|---|---|
| Coefficient of variation (CV) | 0.14350872 |
| Kurtosis | 2.1780585 |
| Mean | 99.722543 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 1.1370019 |
| Sum | 17252 |
| Variance | 204.80629 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 88 | 13 | 7.5% |
| 86 | 11 | 6.4% |
| 98 | 9 | 5.2% |
| 101 | 8 | 4.6% |
| 96 | 7 | 4.0% |
| 102 | 7 | 4.0% |
| 85 | 6 | 3.5% |
| 94 | 6 | 3.5% |
| 112 | 6 | 3.5% |
| 89 | 5 | 2.9% |
| Other values (43) | 95 |
| Value | Count | Frequency (%) |
| 70 | 1 | 0.6% |
| 78 | 2 | 1.2% |
| 80 | 5 | 2.9% |
| 81 | 1 | 0.6% |
| 82 | 1 | 0.6% |
| 84 | 3 | 1.7% |
| 85 | 6 | |
| 86 | 11 | |
| 87 | 3 | 1.7% |
| 88 | 13 |
| Value | Count | Frequency (%) |
| 162 | 1 | |
| 151 | 1 | |
| 139 | 1 | |
| 136 | 1 | |
| 134 | 1 | |
| 132 | 1 | |
| 128 | 1 | |
| 127 | 1 | |
| 126 | 1 | |
| 124 | 1 |
Total_Phenols
Real number (ℝ)
High correlation
| Distinct | 95 |
|---|---|
| Distinct (%) | 54.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2909249 |
| Minimum | 0.98 |
|---|---|
| Maximum | 3.88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0.98 |
|---|---|
| 5-th percentile | 1.38 |
| Q1 | 1.74 |
| median | 2.35 |
| Q3 | 2.8 |
| 95-th percentile | 3.282 |
| Maximum | 3.88 |
| Range | 2.9 |
| Interquartile range (IQR) | 1.06 |
Descriptive statistics
| Standard deviation | 0.62762404 |
|---|---|
| Coefficient of variation (CV) | 0.27396099 |
| Kurtosis | -0.82052929 |
| Mean | 2.2909249 |
| Median Absolute Deviation (MAD) | 0.51 |
| Skewness | 0.10510117 |
| Sum | 396.33 |
| Variance | 0.39391193 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.2 | 8 | 4.6% |
| 2.6 | 6 | 3.5% |
| 2.8 | 6 | 3.5% |
| 2.95 | 5 | 2.9% |
| 3 | 5 | 2.9% |
| 2 | 5 | 2.9% |
| 2.45 | 4 | 2.3% |
| 1.65 | 4 | 2.3% |
| 1.38 | 4 | 2.3% |
| 2.85 | 3 | 1.7% |
| Other values (85) | 123 |
| Value | Count | Frequency (%) |
| 0.98 | 1 | 0.6% |
| 1.1 | 1 | 0.6% |
| 1.15 | 1 | 0.6% |
| 1.25 | 1 | 0.6% |
| 1.28 | 1 | 0.6% |
| 1.3 | 1 | 0.6% |
| 1.35 | 1 | 0.6% |
| 1.38 | 4 | |
| 1.39 | 2 | |
| 1.4 | 2 |
| Value | Count | Frequency (%) |
| 3.88 | 1 | 0.6% |
| 3.85 | 1 | 0.6% |
| 3.52 | 1 | 0.6% |
| 3.5 | 1 | 0.6% |
| 3.4 | 1 | 0.6% |
| 3.38 | 1 | 0.6% |
| 3.3 | 3 | |
| 3.27 | 1 | 0.6% |
| 3.25 | 2 | |
| 3.2 | 1 | 0.6% |
Flavanoids
Real number (ℝ)
High correlation
| Distinct | 130 |
|---|---|
| Distinct (%) | 75.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0218497 |
| Minimum | 0.34 |
|---|---|
| Maximum | 5.08 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0.34 |
|---|---|
| 5-th percentile | 0.556 |
| Q1 | 1.2 |
| median | 2.13 |
| Q3 | 2.86 |
| 95-th percentile | 3.51 |
| Maximum | 5.08 |
| Range | 4.74 |
| Interquartile range (IQR) | 1.66 |
Descriptive statistics
| Standard deviation | 0.99816753 |
|---|---|
| Coefficient of variation (CV) | 0.49369027 |
| Kurtosis | -0.86276993 |
| Mean | 2.0218497 |
| Median Absolute Deviation (MAD) | 0.83 |
| Skewness | 0.051756889 |
| Sum | 349.78 |
| Variance | 0.99633842 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.03 | 3 | 1.7% |
| 2.68 | 3 | 1.7% |
| 0.58 | 3 | 1.7% |
| 0.6 | 3 | 1.7% |
| 2.65 | 3 | 1.7% |
| 1.25 | 3 | 1.7% |
| 2.17 | 2 | 1.2% |
| 2.76 | 2 | 1.2% |
| 2.43 | 2 | 1.2% |
| 3.39 | 2 | 1.2% |
| Other values (120) | 147 |
| Value | Count | Frequency (%) |
| 0.34 | 1 | |
| 0.47 | 2 | |
| 0.48 | 1 | |
| 0.49 | 1 | |
| 0.5 | 1 | |
| 0.51 | 1 | |
| 0.52 | 1 | |
| 0.55 | 1 | |
| 0.56 | 1 | |
| 0.57 | 1 |
| Value | Count | Frequency (%) |
| 5.08 | 1 | |
| 3.93 | 1 | |
| 3.75 | 1 | |
| 3.74 | 1 | |
| 3.69 | 1 | |
| 3.67 | 1 | |
| 3.64 | 1 | |
| 3.56 | 1 | |
| 3.54 | 1 | |
| 3.49 | 1 |
Nonflavanoid_Phenols
Real number (ℝ)
High correlation
| Distinct | 39 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3632948 |
| Minimum | 0.13 |
|---|---|
| Maximum | 0.66 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0.13 |
|---|---|
| 5-th percentile | 0.196 |
| Q1 | 0.27 |
| median | 0.34 |
| Q3 | 0.44 |
| 95-th percentile | 0.6 |
| Maximum | 0.66 |
| Range | 0.53 |
| Interquartile range (IQR) | 0.17 |
Descriptive statistics
| Standard deviation | 0.1243266 |
|---|---|
| Coefficient of variation (CV) | 0.34221961 |
| Kurtosis | -0.63479058 |
| Mean | 0.3632948 |
| Median Absolute Deviation (MAD) | 0.09 |
| Skewness | 0.44092686 |
| Sum | 62.85 |
| Variance | 0.015457104 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 0.26 | 11 | 6.4% |
| 0.43 | 11 | 6.4% |
| 0.29 | 9 | 5.2% |
| 0.32 | 9 | 5.2% |
| 0.4 | 8 | 4.6% |
| 0.34 | 8 | 4.6% |
| 0.37 | 8 | 4.6% |
| 0.3 | 7 | 4.0% |
| 0.27 | 7 | 4.0% |
| 0.24 | 7 | 4.0% |
| Other values (29) | 88 |
| Value | Count | Frequency (%) |
| 0.13 | 1 | 0.6% |
| 0.14 | 2 | 1.2% |
| 0.17 | 4 | 2.3% |
| 0.19 | 2 | 1.2% |
| 0.2 | 2 | 1.2% |
| 0.21 | 6 | |
| 0.22 | 6 | |
| 0.24 | 7 | |
| 0.25 | 2 | 1.2% |
| 0.26 | 11 |
| Value | Count | Frequency (%) |
| 0.66 | 1 | 0.6% |
| 0.63 | 4 | |
| 0.61 | 3 | |
| 0.6 | 3 | |
| 0.58 | 3 | |
| 0.56 | 1 | 0.6% |
| 0.55 | 1 | 0.6% |
| 0.53 | 6 | |
| 0.52 | 5 | |
| 0.5 | 5 |
Proanthocyanins
Real number (ℝ)
High correlation
| Distinct | 100 |
|---|---|
| Distinct (%) | 57.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5959538 |
| Minimum | 0.41 |
|---|---|
| Maximum | 3.58 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0.41 |
|---|---|
| 5-th percentile | 0.73 |
| Q1 | 1.25 |
| median | 1.56 |
| Q3 | 1.95 |
| 95-th percentile | 2.724 |
| Maximum | 3.58 |
| Range | 3.17 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 0.57174543 |
|---|---|
| Coefficient of variation (CV) | 0.35824686 |
| Kurtosis | 0.60242343 |
| Mean | 1.5959538 |
| Median Absolute Deviation (MAD) | 0.36 |
| Skewness | 0.51697362 |
| Sum | 276.1 |
| Variance | 0.32689284 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.35 | 9 | 5.2% |
| 1.46 | 7 | 4.0% |
| 1.87 | 6 | 3.5% |
| 1.25 | 4 | 2.3% |
| 2.08 | 4 | 2.3% |
| 1.98 | 4 | 2.3% |
| 1.56 | 4 | 2.3% |
| 1.95 | 3 | 1.7% |
| 1.66 | 3 | 1.7% |
| 1.97 | 3 | 1.7% |
| Other values (90) | 126 |
| Value | Count | Frequency (%) |
| 0.41 | 1 | 0.6% |
| 0.42 | 2 | |
| 0.55 | 1 | 0.6% |
| 0.62 | 1 | 0.6% |
| 0.64 | 2 | |
| 0.68 | 1 | 0.6% |
| 0.73 | 2 | |
| 0.8 | 2 | |
| 0.81 | 1 | 0.6% |
| 0.83 | 3 |
| Value | Count | Frequency (%) |
| 3.58 | 1 | 0.6% |
| 3.28 | 1 | 0.6% |
| 2.96 | 1 | 0.6% |
| 2.91 | 2 | |
| 2.81 | 3 | |
| 2.76 | 1 | 0.6% |
| 2.7 | 1 | 0.6% |
| 2.5 | 1 | 0.6% |
| 2.49 | 1 | 0.6% |
| 2.45 | 1 | 0.6% |
Color_Intensity
Real number (ℝ)
High correlation
| Distinct | 130 |
|---|---|
| Distinct (%) | 75.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.0579191 |
| Minimum | 1.28 |
|---|---|
| Maximum | 13 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 1.28 |
|---|---|
| 5-th percentile | 2.104 |
| Q1 | 3.17 |
| median | 4.6 |
| Q3 | 6.25 |
| 95-th percentile | 9.628 |
| Maximum | 13 |
| Range | 11.72 |
| Interquartile range (IQR) | 3.08 |
Descriptive statistics
| Standard deviation | 2.3507518 |
|---|---|
| Coefficient of variation (CV) | 0.46476659 |
| Kurtosis | 0.29214482 |
| Mean | 5.0579191 |
| Median Absolute Deviation (MAD) | 1.55 |
| Skewness | 0.85775726 |
| Sum | 875.02 |
| Variance | 5.526034 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.6 | 4 | 2.3% |
| 3.8 | 4 | 2.3% |
| 2.8 | 3 | 1.7% |
| 2.9 | 3 | 1.7% |
| 5 | 3 | 1.7% |
| 5.6 | 3 | 1.7% |
| 4.5 | 3 | 1.7% |
| 4.6 | 3 | 1.7% |
| 3.4 | 3 | 1.7% |
| 5.4 | 3 | 1.7% |
| Other values (120) | 141 |
| Value | Count | Frequency (%) |
| 1.28 | 1 | |
| 1.74 | 1 | |
| 1.9 | 1 | |
| 1.95 | 2 | |
| 2 | 1 | |
| 2.06 | 2 | |
| 2.08 | 1 | |
| 2.12 | 1 | |
| 2.15 | 1 | |
| 2.2 | 1 |
| Value | Count | Frequency (%) |
| 13 | 1 | |
| 11.75 | 1 | |
| 10.8 | 1 | |
| 10.68 | 1 | |
| 10.52 | 1 | |
| 10.26 | 1 | |
| 10.2 | 1 | |
| 9.899999 | 1 | |
| 9.7 | 1 | |
| 9.58 | 1 |
Hue
Real number (ℝ)
High correlation
| Distinct | 77 |
|---|---|
| Distinct (%) | 44.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.95673988 |
| Minimum | 0.48 |
|---|---|
| Maximum | 1.71 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0.48 |
|---|---|
| 5-th percentile | 0.57 |
| Q1 | 0.78 |
| median | 0.97 |
| Q3 | 1.12 |
| 95-th percentile | 1.292 |
| Maximum | 1.71 |
| Range | 1.23 |
| Interquartile range (IQR) | 0.34 |
Descriptive statistics
| Standard deviation | 0.230318 |
|---|---|
| Coefficient of variation (CV) | 0.24073209 |
| Kurtosis | -0.3580436 |
| Mean | 0.95673988 |
| Median Absolute Deviation (MAD) | 0.16 |
| Skewness | 0.025942233 |
| Sum | 165.516 |
| Variance | 0.05304638 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.04 | 8 | 4.6% |
| 1.23 | 7 | 4.0% |
| 1.25 | 5 | 2.9% |
| 1.12 | 5 | 2.9% |
| 0.89 | 5 | 2.9% |
| 0.57 | 5 | 2.9% |
| 0.75 | 4 | 2.3% |
| 0.96 | 4 | 2.3% |
| 1.07 | 4 | 2.3% |
| 1.09 | 4 | 2.3% |
| Other values (67) | 122 |
| Value | Count | Frequency (%) |
| 0.48 | 1 | 0.6% |
| 0.54 | 1 | 0.6% |
| 0.55 | 1 | 0.6% |
| 0.56 | 2 | 1.2% |
| 0.57 | 5 | |
| 0.58 | 2 | 1.2% |
| 0.59 | 2 | 1.2% |
| 0.6 | 3 | |
| 0.61 | 2 | 1.2% |
| 0.62 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 1.71 | 1 | 0.6% |
| 1.45 | 1 | 0.6% |
| 1.42 | 1 | 0.6% |
| 1.38 | 1 | 0.6% |
| 1.36 | 2 | 1.2% |
| 1.33 | 1 | 0.6% |
| 1.31 | 2 | 1.2% |
| 1.28 | 2 | 1.2% |
| 1.27 | 1 | 0.6% |
| 1.25 | 5 |
OD280
Real number (ℝ)
High correlation
| Distinct | 119 |
|---|---|
| Distinct (%) | 68.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5993642 |
| Minimum | 1.27 |
|---|---|
| Maximum | 4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 1.27 |
|---|---|
| 5-th percentile | 1.45 |
| Q1 | 1.92 |
| median | 2.78 |
| Q3 | 3.17 |
| 95-th percentile | 3.58 |
| Maximum | 4 |
| Range | 2.73 |
| Interquartile range (IQR) | 1.25 |
Descriptive statistics
| Standard deviation | 0.71229416 |
|---|---|
| Coefficient of variation (CV) | 0.2740263 |
| Kurtosis | -1.103906 |
| Mean | 2.5993642 |
| Median Absolute Deviation (MAD) | 0.52 |
| Skewness | -0.28383341 |
| Sum | 449.69 |
| Variance | 0.50736297 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.87 | 5 | 2.9% |
| 2.78 | 4 | 2.3% |
| 3 | 4 | 2.3% |
| 1.82 | 4 | 2.3% |
| 2.77 | 3 | 1.7% |
| 3.17 | 3 | 1.7% |
| 2.96 | 3 | 1.7% |
| 1.33 | 3 | 1.7% |
| 1.75 | 3 | 1.7% |
| 1.56 | 3 | 1.7% |
| Other values (109) | 138 |
| Value | Count | Frequency (%) |
| 1.27 | 1 | 0.6% |
| 1.29 | 2 | |
| 1.3 | 1 | 0.6% |
| 1.33 | 3 | |
| 1.36 | 1 | 0.6% |
| 1.42 | 1 | 0.6% |
| 1.47 | 1 | 0.6% |
| 1.48 | 1 | 0.6% |
| 1.51 | 2 | |
| 1.55 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 4 | 1 | |
| 3.92 | 1 | |
| 3.82 | 1 | |
| 3.71 | 1 | |
| 3.69 | 1 | |
| 3.64 | 1 | |
| 3.63 | 1 | |
| 3.59 | 1 | |
| 3.58 | 2 | |
| 3.57 | 1 |
Proline
Real number (ℝ)
High correlation
| Distinct | 120 |
|---|---|
| Distinct (%) | 69.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 743.50867 |
| Minimum | 278 |
|---|---|
| Maximum | 1680 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 278 |
|---|---|
| 5-th percentile | 353.8 |
| Q1 | 500 |
| median | 672 |
| Q3 | 985 |
| 95-th percentile | 1301 |
| Maximum | 1680 |
| Range | 1402 |
| Interquartile range (IQR) | 485 |
Descriptive statistics
| Standard deviation | 314.96297 |
|---|---|
| Coefficient of variation (CV) | 0.42361707 |
| Kurtosis | -0.19471369 |
| Mean | 743.50867 |
| Median Absolute Deviation (MAD) | 202 |
| Skewness | 0.78923134 |
| Sum | 128627 |
| Variance | 99201.67 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 520 | 5 | 2.9% |
| 680 | 5 | 2.9% |
| 750 | 4 | 2.3% |
| 630 | 4 | 2.3% |
| 625 | 4 | 2.3% |
| 1035 | 3 | 1.7% |
| 480 | 3 | 1.7% |
| 450 | 3 | 1.7% |
| 562 | 3 | 1.7% |
| 495 | 3 | 1.7% |
| Other values (110) | 136 |
| Value | Count | Frequency (%) |
| 278 | 1 | |
| 290 | 1 | |
| 312 | 1 | |
| 315 | 1 | |
| 325 | 1 | |
| 342 | 1 | |
| 345 | 2 | |
| 352 | 1 | |
| 355 | 1 | |
| 365 | 1 |
| Value | Count | Frequency (%) |
| 1680 | 1 | |
| 1547 | 1 | |
| 1515 | 1 | |
| 1510 | 1 | |
| 1480 | 1 | |
| 1450 | 1 | |
| 1375 | 1 | |
| 1320 | 1 | |
| 1310 | 1 | |
| 1295 | 1 |
Interactions
Correlations
| Alcohol | Ash | Ash_Alcanity | Color_Intensity | Flavanoids | Hue | Magnesium | Malic_Acid | Nonflavanoid_Phenols | OD280 | Proanthocyanins | Proline | Total_Phenols | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Alcohol | 1.000 | 0.232 | -0.311 | 0.639 | 0.277 | -0.025 | 0.353 | 0.128 | -0.156 | 0.092 | 0.189 | 0.625 | 0.295 |
| Ash | 0.232 | 1.000 | 0.371 | 0.286 | 0.073 | -0.046 | 0.350 | 0.224 | 0.146 | -0.000 | 0.015 | 0.241 | 0.127 |
| Ash_Alcanity | -0.311 | 0.371 | 1.000 | -0.077 | -0.449 | -0.366 | -0.164 | 0.328 | 0.386 | -0.319 | -0.264 | -0.469 | -0.383 |
| Color_Intensity | 0.639 | 0.286 | -0.077 | 1.000 | -0.059 | -0.427 | 0.360 | 0.298 | 0.066 | -0.330 | -0.038 | 0.456 | -0.000 |
| Flavanoids | 0.277 | 0.073 | -0.449 | -0.059 | 1.000 | 0.538 | 0.221 | -0.335 | -0.538 | 0.754 | 0.730 | 0.415 | 0.876 |
| Hue | -0.025 | -0.046 | -0.366 | -0.427 | 0.538 | 1.000 | 0.046 | -0.552 | -0.264 | 0.495 | 0.337 | 0.208 | 0.440 |
| Magnesium | 0.353 | 0.350 | -0.164 | 0.360 | 0.221 | 0.046 | 1.000 | 0.058 | -0.236 | 0.054 | 0.166 | 0.503 | 0.235 |
| Malic_Acid | 0.128 | 0.224 | 0.328 | 0.298 | -0.335 | -0.552 | 0.058 | 1.000 | 0.260 | -0.267 | -0.244 | -0.066 | -0.291 |
| Nonflavanoid_Phenols | -0.156 | 0.146 | 0.386 | 0.066 | -0.538 | -0.264 | -0.236 | 0.260 | 1.000 | -0.486 | -0.387 | -0.267 | -0.442 |
| OD280 | 0.092 | -0.000 | -0.319 | -0.330 | 0.754 | 0.495 | 0.054 | -0.267 | -0.486 | 1.000 | 0.582 | 0.253 | 0.696 |
| Proanthocyanins | 0.189 | 0.015 | -0.264 | -0.038 | 0.730 | 0.337 | 0.166 | -0.244 | -0.387 | 0.582 | 1.000 | 0.301 | 0.667 |
| Proline | 0.625 | 0.241 | -0.469 | 0.456 | 0.415 | 0.208 | 0.503 | -0.066 | -0.267 | 0.253 | 0.301 | 1.000 | 0.405 |
| Total_Phenols | 0.295 | 0.127 | -0.383 | -0.000 | 0.876 | 0.440 | 0.235 | -0.291 | -0.442 | 0.696 | 0.667 | 0.405 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Alcohol | Malic_Acid | Ash | Ash_Alcanity | Magnesium | Total_Phenols | Flavanoids | Nonflavanoid_Phenols | Proanthocyanins | Color_Intensity | Hue | OD280 | Proline | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 14.23 | 1.71 | 2.43 | 15.6 | 127 | 2.80 | 3.06 | 0.28 | 2.29 | 5.64 | 1.04 | 3.92 | 1065 |
| 1 | 13.20 | 1.78 | 2.14 | 11.2 | 100 | 2.65 | 2.76 | 0.26 | 1.28 | 4.38 | 1.05 | 3.40 | 1050 |
| 2 | 13.16 | 2.36 | 2.67 | 18.6 | 101 | 2.80 | 3.24 | 0.30 | 2.81 | 5.68 | 1.03 | 3.17 | 1185 |
| 3 | 14.37 | 1.95 | 2.50 | 16.8 | 113 | 3.85 | 3.49 | 0.24 | 2.18 | 7.80 | 0.86 | 3.45 | 1480 |
| 4 | 13.24 | 2.59 | 2.87 | 21.0 | 118 | 2.80 | 2.69 | 0.39 | 1.82 | 4.32 | 1.04 | 2.93 | 735 |
| 5 | 14.20 | 1.76 | 2.45 | 15.2 | 112 | 3.27 | 3.39 | 0.34 | 1.97 | 6.75 | 1.05 | 2.85 | 1450 |
| 6 | 14.39 | 1.87 | 2.45 | 14.6 | 96 | 2.50 | 2.52 | 0.30 | 1.98 | 5.25 | 1.02 | 3.58 | 1290 |
| 7 | 14.06 | 2.15 | 2.61 | 17.6 | 121 | 2.60 | 2.51 | 0.31 | 1.25 | 5.05 | 1.06 | 3.58 | 1295 |
| 8 | 14.83 | 1.64 | 2.17 | 14.0 | 97 | 2.80 | 2.98 | 0.29 | 1.98 | 5.20 | 1.08 | 2.85 | 1045 |
| 9 | 13.86 | 1.35 | 2.27 | 16.0 | 98 | 2.98 | 3.15 | 0.22 | 1.85 | 7.22 | 1.01 | 3.55 | 1045 |
| Alcohol | Malic_Acid | Ash | Ash_Alcanity | Magnesium | Total_Phenols | Flavanoids | Nonflavanoid_Phenols | Proanthocyanins | Color_Intensity | Hue | OD280 | Proline | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 13.58 | 2.58 | 2.69 | 24.5 | 105 | 1.55 | 0.84 | 0.39 | 1.54 | 8.660000 | 0.74 | 1.80 | 750 |
| 169 | 13.40 | 4.60 | 2.86 | 25.0 | 112 | 1.98 | 0.96 | 0.27 | 1.11 | 8.500000 | 0.67 | 1.92 | 630 |
| 170 | 12.20 | 3.03 | 2.32 | 19.0 | 96 | 1.25 | 0.49 | 0.40 | 0.73 | 5.500000 | 0.66 | 1.83 | 510 |
| 171 | 12.77 | 2.39 | 2.28 | 19.5 | 86 | 1.39 | 0.51 | 0.48 | 0.64 | 9.899999 | 0.57 | 1.63 | 470 |
| 172 | 14.16 | 2.51 | 2.48 | 20.0 | 91 | 1.68 | 0.70 | 0.44 | 1.24 | 9.700000 | 0.62 | 1.71 | 660 |
| 173 | 13.71 | 5.65 | 2.45 | 20.5 | 95 | 1.68 | 0.61 | 0.52 | 1.06 | 7.700000 | 0.64 | 1.74 | 740 |
| 174 | 13.40 | 3.91 | 2.48 | 23.0 | 102 | 1.80 | 0.75 | 0.43 | 1.41 | 7.300000 | 0.70 | 1.56 | 750 |
| 175 | 13.27 | 4.28 | 2.26 | 20.0 | 120 | 1.59 | 0.69 | 0.43 | 1.35 | 10.200000 | 0.59 | 1.56 | 835 |
| 176 | 13.17 | 2.59 | 2.37 | 20.0 | 120 | 1.65 | 0.68 | 0.53 | 1.46 | 9.300000 | 0.60 | 1.62 | 840 |
| 177 | 14.13 | 4.10 | 2.74 | 24.5 | 96 | 2.05 | 0.76 | 0.56 | 1.35 | 9.200000 | 0.61 | 1.60 | 560 |